{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制单变量分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1cd147d8e10>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(0)  # 确定随机数生成器生成的数据是一样的\n",
    "\n",
    "arr = np.random.randn(100)\n",
    "\n",
    "sns.displot(arr, bins=10, kde=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制双变量分布\n",
    "\n",
    "## 绘制散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({\"x\":np.random.randn(500), \"y\":np.random.randn(500)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.883151</td>\n",
       "      <td>-1.550429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.347759</td>\n",
       "      <td>0.417319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.270485</td>\n",
       "      <td>-0.944368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.969397</td>\n",
       "      <td>0.238103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1.173123</td>\n",
       "      <td>-1.405963</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y\n",
       "0  1.883151 -1.550429\n",
       "1 -1.347759  0.417319\n",
       "2 -1.270485 -0.944368\n",
       "3  0.969397  0.238103\n",
       "4 -1.173123 -1.405963"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1cd12a01cd0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data= df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制二维直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1cd13f04290>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"hex\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制核密度估计图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1cd13e4d480>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制成对的双变量分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = sns.load_dataset(\"iris\")\n",
    "\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1cd1289dfd0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cD43qH3EX2+qx0Z6LHYp+Ra3o4YUbIrbzBKG/Zjsfe+/5/Tz3lI6fCEz471e6UinxqHMi9E+7bdKt3z0zNdm0nrPOKaEbX/zGsIy7/9BXOoH0wncBrJMI/RPEHnW/H39iV1pRukvXjswc2ZveWLlFSHaZ2QczO8J26o1vttDHG6yP4U7bHrfsXDT9s7S0lHbs0JdYs0NBQQEVFRU5Xi4AfgVPtEEgNTiVQSuaY6M9Fw/+YwcXN9nOE4Zxmu2KtqfXHG0reqReq7Pfsdsm3frd01KSTevJ4ZpmZXA4uczR9sJ3AQBwF3W/79+pZRNHV4HHHj0nW2sfzOxIYYsMXSfbbAx32vZ4zc6xk92jR0+qqtrreNlZWdm0du0aONsA7AeONgi0Bqd9vU7z/bwe2+p2L2p7Qo/UfbygHW3ld09LSTI/psr+dXjhuwAAuIu63xuNobJ9avtgZkdkZRjtd9L2eM3O8ZNsdrKPHnc75XXo4li55Vt+pKVzpojy4WgDsA842iDQGpz29TrN92ekJlve7kVtT+iRuo8XtKOt/O78RNv0mCz71+GF7wIA4C7qfm80hsr2qe2DmR2RlWG030nb41U7x05266LucTk3AIkC5L1AoDU47ep1mn2e13et2Ly7yfbBOtu9qu0JPVL38YJ2tJXfXVZPdsbNyuAM5H74LgAA7qLu9zxW8phplEtiqME+tX0wsyPb9tREPYY7bXtg5wBIXOBog0BrcNrV6zT7PGdnXrelPGI7Zx0ff0I3mrN4oy+0PaFH6j5e0I628rvL6nlwq2yRXVyvDN5uJZOuF74LAIC7qPs9j5W8TlrrbPP7DvlZNHZIcRMbo7UPZnbkhMPaRjWGx8L2wM4BkLgg6zjwLdFoCNvVGzb6vN72CB3tzFTxdNDrDqtWjzRedU6k/hkrfXmnf3dZPRUdbWU/P8mOVq7GC98FkJNI/RPEHqXfV9bUUX5WOtU2NFJlTb3QzWYd7bKqWspV6WjL7IOZHYlmDI+1jnaszmW1fy5fvpwGDhxIp9w619HQ8d9K19G7M8bSsmXLaMCAAY6VC4CfwQJM4FuaoyEs7iolRQ56nKiE15sW5BiXZ3Quo+2FHnestbCUE6/J5QRYaanJ4j3wvr58NG24ub+7rJ7sVNvVgXXiu7CL3e8SAOB0v88J/9Uuz1qfPbQwN2LfDzsqm+yLrg7O2RIv2DkAgLvA0QaBh5+43fTiNxHyGhzifdUJXWncvC9ob21DOIyLw7vsOg1B+H4S9btIpN8Nv/sB8F0AEJw+y/fSb4xTf4YtAQCowWMrEGj4zrJ20GP4/UMLv6NxQ4oj9CxvfvEb8ZlE/34S8btIpN8Nv/sB8F0AEKw+u2j99rj0Z9gSAIAWONog0HD4lnbQU/hkw07q36llkwGRP5MomH0/ifZdJNLvht/9APguAAhWny1skRGX/gxbAgDQAkcbBBpeI2UGJy7TwolKEgXZ95NI30Ui/W743Q+A7wKA4I/rbvRn2BIAgBY42iDQ5GWaa/lm6CR/4mygiYLs+0mk7yKRfjf87gfAdwFA8Md1N/ozbAkAQAscbRBoWD5Dq12p1ulcsXl3xDY+lj+TKJh9P4n2XSTS74bf/QD4LgAIVp/dtqcmLv0ZtgQAoAWONgg0LKXB2T61gx9nHb/6xG40Z/HG8DY+5q5z+ySU/IbR95OI30Ui/W743Q+A7wKAYPXZ4w9rG5f+DFsCANCSFAqFhLRwolBeXk75+flUVlZGeXk6wowgkPxaXk27KlnXsp7yslKpVXa60Azm5CS8bopDuvhus9FAaKSLqbediUaP1039Xtl1WPkuYgn6p/123S4KDfefd+0Vny2vqqP8rDRqkZlKB7fKdrR9+kWf2it9wMugf4J4oLYhuRmplJ6STBU1tZSXmU6VtQ1h+8eh2zV1DbS76sBxZVW1lJORRrmZqVRZU09lVc7bIXX92I7mZKRSRXW967bEav9cvnw5DRw4kE65dS61Luru2Pl/K11H784YS8uWLaMBAwY4Vi4AfgY62iDwmOlaHlqY2+zPTx/Rm6YuWE3vrdkmtmWnp9CcMUfSIws30McbrGlouqm5KTsXnAp/YbftbNpZSbfMXymy7ysM6dqGZowsoc5tchw5h580Zbn9ow8A4C30bAgv+5p8xuF0+2vf0sK12yPs15jBxXTNcytob21DhK729f/7OiZ2yO78AgAQbBA6DgJNLPWG2Unp0eHAXWPW5GZtbrWTbXYuNzU3oe8ZLOz+njw51DrZzOINO+nW+SvFfmh1AwDiiZENYbs1bcG31Oug/Cb2a+4nG8VY7IauNmwcAEAGHG0QaGKpN7xYo8PNf2sdF7Nzuam5CX3PYGH39+TwSaO2yu2a90OrGwAQT6IZfxU+0WyPpa42bBwAQAZCx0GgibXesFqv00y7U+9cbmpuQt8zWNhu11Xyz6elmN+HhVY3AMCLetna7bHS1YaNAwDIgKMNAk2s9YbVep1m2p1653JTcxP6nsHCdrvOkn+eEwnZOgfaHAAgDnrZ2u2x0tWGjQMAyEDoOAg0sdQbHqLR4ea/OUmL1XO5qbkJfc9gYff35My43H714O28H1rdAIB4Es34qzBYsz2WutqwcQAAGXC0QaCJpd7wzJEltG5LeXgba3KzNvdQi+dyU3MT+p7Bwu7vyZl2Obu41tlWso4rWeih1Q0AiBdGNkRkHT/zcFr9S1kT+zV2cLEYi93Q1YaNAwB4Wkd71qxZ9NJLL9HatWspKyuLBg0aRHfddRd1726u6/e///2PbrvtNvrxxx+pW7du4jO///3vLZ0TOqD2iUZT2isDjZ5GbnV9o2UNYiONXb3tTDR6vG7q98quw8pvF8vfOUj9043+ILKDV9WFf09+Eh2NXI1aR5vrmGeio23UPmXX6Rd9ai/bL68QpP4J4qeBvbuqlnIz08R71rZm29AyO51q6xupoqa+Sf9T25Cc/WXsqa6lFpnpVNvQKMpg26JoZbM909oau3bIzD6oy85T6Wi7bUugow2A94jrGu0PP/yQrrrqKjryyCOpvr6ebrnlFvrd735Hq1evppycfTquWj799FMaNWqUcNLPOOMMevbZZ2nEiBHCcPTu3dv1a0g0rGpKe00vV6uRW7qzkibqaAjzU+qi/RrCZp+3sr25dYsleueKRuvYT7rI8cSN7ynaNqxXx5tfWimto1n7tHKdftCnRrsGwD0NbH7qPOrJpTSgqCVdMuQQClGI7n57XYQtU/c/fRsit3Fq7NghmX1Ql83HxkqzGwDgP+IaOv7WW2/RmDFj6PDDD6e+ffvSvHnzqLS0VNwNM+KBBx6g0047jW644Qbq2bMnTZs2Tdw5e/jhh12teyISjaa0l7Ukfy2vbuKgKHIhfB28P1GIRgcUmqHWcON7stuGnahjUNpDUK4DAL9oYCta12yvtpRViVBvrS3zSv/DGAkACMwabQ53YVq3bm14zJIlS+jkk0+O2HbqqaeK7XrU1NSIcBr1C7inaelFLUkOFzfTEOb9iUI0OqCx0AwNYv90Q1vVbht2oo5B0ZANynXEgiD2TxD/fqXWuublWmyzvNr/4j1GmoH+CYD38Yyj3djYSNdddx0NHjzYNAR869at1K5du4ht/J6368Eh5rxmRXl16tTJ8bonCs3VtPSaliSvSbWzP0hEowMaC83QIPZPN7RV7bZhJ+oYFA3ZoFxHLAhi/wTemi+YaVx7of/Fe4w0A/0TAO/jGUeb12qvWrWKnn/+eUfLnThxonhSrrw2b97saPmJRHM1Lb2mJckJn+zsDxLR6IDGQjM0iP3TDW1Vu23YiToGRUM2KNcRC4LYP4G35gtmGtde6H/xHiPNQP8EwPt4wtEeP348LViwgD744APq2LGj6bHt27enX3/9NWIbv+ftemRkZIjsi+oXcE/T0otakq1y0k01hHl/ohCNDmgsNEOD2D/d0Fa124adqGNQNGSDch2xIIj9E8S/X6m1rjmfxFADW+aF/hfvMdIM9E8AvE9cHW1WFmMne/78+bRw4UIqLi6WfubYY4+l999/P2Lbu+++K7aD2BKNprSXtSR5TdhMAw1h3m4k8RVEotEBhWaoNdz4nuy2YSfqGJT2EJTrAMAvGtiK1jXbqw75WTR2SLHY7sX+hzESAOBbHe0rr7xSyHO98sorEdrZvNaEdbWZiy++mA4++GCxFkWR9xo2bBjdeeeddPrpp4tQ85kzZ1qW94IOqH2i0ZT28sDCd9LDOtqZqeIpYCI52Wqi+e1i+TsHqX+60R/stmEn6ui3fh/064glQeqfwB30NLDLqmopJ+OA7nVFdR3lZ0VqYnut/3lljDQDOtoAeI+4LkZ99NFHxf/HH398xPa5c+cK2S+G5b6Skw88eB80aJBwzidNmiR0t7t160Yvv/wyNLRdJFpN6QhnICuVWmXHzqFVBjhOSpKXlUYFOZE3AdTbuQ5BcKyNrjlWGqN+0EX2EuJOZlL0n2M91rKqOiqv4klomvhttTqsmanJlJbCryRKS00W76PBid8yKO0hKNcBgFf7lTJWNbBRTCJqaAxRXUMjVdeHKL2+QcwNurVrET7uhx2VzR7TnB4/MUYCAHznaFt5mL5o0aIm28477zzxAt6ndGdlE71fJby1qE2Oo+dix0SrYckhW9NH9KapC1bTe2u2RWznEC+t4+I3jK45CNeWyL/Lpp2VQg9b229mjCyhzvv7DX57AIBf0LNXbNPGDC6ma55bQXtrG8I2bppL4zVsKAAgIZKhgWDCT7K1TjbDmpnsRPB+J+9KawdMRbuSz9WjQ16T7Te/+I34nF8xu2a/X5ufsfu78ORP62Qr/ebW+Sv3PenGbw8A8AlG9opt2txPNtK4IcURNs6N8Ro2FADgBnC0QczgcHGts6DAAyrvdwoO/dIOmOpz9e/Ussl2HlD5c37F7Jr9fm1+xu7vwuHiZv2G9+O3BwD4BTN79YlmfHZrvIYNBQC4QeIIBgPX4TXZdvZHd6460/019Y262zlZiV+RXbOfr83P2P1deE227PO8LtvOOQAAwC2iHZ/dGK8xfgIA3ACONogZnAXZzv7ozpVmuj/DIEkUZwT1K7Jr9vO1+Rm7vwsn5JF9njP32jkHAAC4RbTjsxvjNcZPAIAbIHQcxAyWGtLq/Crwdt7vFCyfodWuVJ9rxebdTbbz8fw5v2J2zX6/Nj9j93fhDONm/Yb347cHAPgFM3s1WDM+uzVew4YCANwAjjaIGSydxdnFtU6DknXcSWktltLgTKHagZPf87nWbSlvsv2uc/v4WoLD7Jr9fm1+xu7vwtluZxj0G97O+/HbAwD8gpG9Yps2dnAxzVm8McLGuTFew4YCANwgKWRFYytAlJeXU35+PpWVlVFeXmRmSxAbInS0M1OpdU660BbW09bW07RkrGpjV9Y2iGRRvL6KQ7/46R87Jnpa3qw5bFV/2gmt6ljpgSvfj3LNfCfer5OEIPVPu/rxP+/aKz67p6qOWrCOdmYqHdwqO6pzyPYr51C0ulvonEPW9u1eJ/APQeqfIDYIVYSqun02JTuNcjNSqbKW7Vg9tclJp7qGEO2tZVuRJkLE1fYnb/94rdgcvTFNa29y0lJod1UtZWdE2iYzu6Xsq6ipo5bZ6VRb30iVNfVNzuX2uO9W/1y+fDkNHDiQTrl1LrUu6u7Y+X8rXUfvzhhLy5YtowEDBjhWLgB+Bmu0QczhSbd64m2kra2nnzm0WwFddUJXGjfvC6GzaaaNzcdeefyhdMnTX4aPPalHW5p85uE06eVVERlGjcrV0890W2uzOXrghxbmOl4P0Hzsthn+/M0vrTT9vOwcMg17J7S6ZecAACQORjZFq5U9a2QJpaQkm9oWPYfWyN7cdsbhdMHjS6hXhzzxNJpv5OuVbbZPa5uhsQ0AcAKEjgPPaGvr6WfyIPfQwu/COptm2th87MMfbIg4tudB+eJYrYyHUbla/Uy3tTYTUQ88aNhtM1Y+LzuGJ4lmGvY/7dprqtXNT7rtnoP7OgAgMWB7YGRTtFrZizfsoJteiM5Gms0dpi34VjjR/PlF67cblm22T31eaGwDAJwCjjbwlLa2nn6mVmczmmP5b6Pz6ZWr1c90W2szEfXAg4bdNmPl87JjZFrce6rrTfdzWKbdc3BfBwAkBmb2QDvWFuZl0scborORsrlDYV7GvrJbZBiWbbZPfV5obAMAnAKh48BVZNrZRvqZetutHGt0jNl+tX6m21qbiagHHjRs62hb+LwssYYXtLplfR0AEBxkNiWacVnPtsjsSUV1g7Rsq+eFxjYAwCngaANXkWlnG+ln6m23cqzRMWb71fqZbmttJqIeeNCwraPtQJvzgla3rK8DAIKDzKZEMy7r2RaZPcnNTJGWbfW80NgGADgFQseBp7S19fQztTqb0RzLfxudT69crX6m21qbiagHHjTsthkrn5cdI9Pi5uziZvt5Umv3HNzXAQCJgZk90I6128qrRULSaGykbO6wrbxmX9l7agztltk+9XmhsQ0AcAo42sAz2tp6+pk8GF99YrewzqaZNjYfO/6EyGPX/FImytUOmkblavUz3dbaTEQ98KBht81Y+bzsGM6Ka6Zh37FVtqlWN0t82T0HJL4ASBzYHhjZFK1W9pCu+2xINDbSbO7AyiKcvIw/f8JhbQ3tltk+9XmhsQ0AcAroaHsYv2k42tHW5rvVah1ttX4mo6epqXcsr8H6zWa50vq6oBVspCNqpi8aBPzUP2XYbTNWfmvZMUb9TIGzj3NiNOXz/KSbnXAnzwGCQ5D6J4jNfETR0VbbFNbRLtu7zz7kpO/Tvc7JSKOcjFSqUNkfK+OZ1t5weWVVtZSVrq+BrVe21XHUb+MtdLQB8B7NXkT3/vvvi9e2bduosTEywcScOXOcqFtCE3QNR622toLytE5vu9VjC22W64Xfwqy+Xh7ogXNtxspvLTvGqJ8pdZwo0eq2ew4AQGLZM36vZ+PMyji0MNdyXfTsTSfKaXKcmd2yOo5ivAUAxCV0fMqUKfS73/1OONo7duygXbt2RbyAPaDh6B3wW4Agthk/1BEAQIGwFbA3AIBEpVlPtB977DGaN28e/fnPf3a+RsCShiPusroDfgsQxDbjhzoCAOKPE7YC9gYAkKg064l2bW0tDRo0yPnaAAE0HL0DfgsQxDbjhzoCACgQtgL2BgCQqDTL0b700kvp2Wefdb42QAANR++A3wIEsc34oY4AAAqErYC9AQAkKpZDxydMmBD+m5OfPfHEE/Tee+9Rnz59KC0t0kjed999ztYywVA0HDmkSgs0HN0FvwUIYpvxQx0BABQIWwF7AwBIVCw/0V6xYkX49fXXX1O/fv0oOTmZVq1aFbGPX8Ae0HD0DvgtQBDbjB/qCACgQNgK2BsAQKJi+Yn2Bx98ENuagAhYHuOhUf19peHoJe1hJ7XH4/FbBFlDPRFwos3Eug1wHe85r2/M9eGtXAfaOwDeRWYrrPRfrU3k4xQd7RWluxzv97ApAADfZh0fN24cPfDAA9SiRYuI7ZWVlXT11VdDR9shEk3DsXRnJU2cv5I+2bAzvG1I1zY0c2QJFbVpqpPppt61m79F0DXUEwU7bcaNNuCVc6C9A+BtzPpoEhHdaLH/qm0il3n9/76OSb+HTQEA+DoZ2tNPP01VVVVNtvO2f/7zn07UCyQY/CRb62QzizfspFvmrxT7E0GnMyjXAbzdBrxyDrR3ALyNrI8uWr896v4by34PmwIA8K2jXV5eTmVlZRQKhWjPnj3ivfLatWsXvfHGG1RYWBi72oLAwiFpWidb7Wzzfrs6nX4gKNcBvN0GvHIOtHcAvI2sjxa2yIi6/8ay38OmAAB8GzresmVLSkpKEq/DDjusyX7ePmXKFCfrBxIEXvdlb38wdDqDch3A223AK+cIScpAewcgvsj6cU19Y9T9N5b2B2MoAMC3jjYnROOn2SeeeCK9+OKL1Lp16/C+9PR06ty5Mx100EGxqCcIOHmZqTb3B0OnMyjXAbzdBvxyDrR3AOKLrB9npCZH3X9jaX8whgIAfOtoDxs2TPy/ceNGKioqEk+wAXCCVjnpIvEZh4lr4e28PxF0OoNyHcDbbcBL50B7B8C7yPrxtj01up8z67+xtD8YQwEAvlyj/c0334RfvE575cqVEdvULwCihWVCOLs4O9VqlKzjMsmhoOh0BuU6gLfbgFfOgfYOgLeR9dHjD2sbdf+NZb+HTQEAeImkEMeCWyA5OVk8webDZU+yGxoaLJ38o48+onvuuYeWLVtGW7Zsofnz59OIESMMj1+0aBGdcMIJTbbzZ9u3b2/pnJy4LT8/X9wsyMvLs/QZECcd7cxU8SS7OTraftceD8p1RAv6p7ttwCvnSNT27jfQPxMXsz7a3P4by36fiDbFav9cvnw5DRw4kE65dS61Luru2Pl/K11H784YK+b0AwYMcKxcABIidJzDxRVWrFhB119/Pd1www107LHHim1Lliyhe++9l+6++27LJ2fd7b59+wpd7nPOOcfy59atWxdhRJDp3LlBiROJ5GWlUUGO8aAUzbG2zpcUfRnV9Y1U19BItQ0hqmtsFO/zDY5lYnHNTnw/iaahHtcbOlmp1Co7uhs6VrDbDqy0Adl1yOpQWdtAtQ2NIqFRZkOjeJ+f7ew5rFwH2jsA8cGqndpTUx9hK/j97spa2l1dRy2z06kxFNqX3DBJ335U1NRTm5x0qmsIUWVtPeVnpVFOxr4pqN7n7AKbAgDwlaPNic4UzjvvPHrwwQfp97//fXhbnz59qFOnTnTbbbeZPpVWM3z4cPGKFnasOQM6cIZfdlc10Z3kMCsOvzqoZVazj43mfGeUtKcbTushNLPVMl9K6HhRmxzTMvhu9fN/OZZuf3VVk8/PGFlCd7+1ll5fuVVsy05PoTljjqRHFm6gjzc4e81OfD8gtpTurGyi2W7UzpqLG+1Adh2yOmzaWanb37i/dN7/Pdg9BwDAu1jtv4a2YkSJuAF399vrIvYpZTQ0NNLN81fSitLd9OCo/nT/e+vFcTwG8/u5n2zU/RxsBwAgIXW0FXh9dnFxcZPtvG316tUUa/r160cdOnSgU045hT755JOYny/od7O1Ay3DiURufvEbsb85x0Z7vpEDOjYZyBlOjsbb+a64WRm89krrZCufv3X+SjpnQMfwtnFDiumhhd9FONlOXLMT3w+ILdyOtI6jUTtrLm60A9l16E2g1XX4eddew/526/7P2z0H2jsA3sWqnfrJxFZ8+v0OeuLD75vs4zJE2Rt2iH085qqdau17o3MDAEBCOto9e/akWbNmUW3tAWPIf/M23hcr2Ll+7LHHhLQYv/gJ+vHHHy/WmxhRU1Mj1q2oX+AAHDKmHWjVgx7vb86x0Z6vMC+jyaCrHtA59MysDNnneb9C/04tDY+1c81OfD+Jhtv9k9uR1XbWXNxoB7LrKKuqM60DP4WSfd7uOdDe/Q/Gz+Bi1U7tMbEVhXmZ9LHBPi5bWWKiHXOjGYOBMeifAARM3kuBnd0zzzyTOnbsKELGGc42zknSXnvtNYoV3bt3Fy+FQYMG0ffff0/3338//etf/9L9DDv/U6ZMiVmd/A6vyzKDE4k059hoz1dRbZ5Ajx0DszJkn1fv5zVmsbhmJ76fRMPt/qluR83Zb+0csW8HsnrKzlFeZaWOSbbOgfbufzB+BherdsrMVsjGUmW/9rhoxmBgDPonAAF9on3UUUfRDz/8QNOnTxeONr9mzJghtvE+N+HzbdiwwXD/xIkTRQZG5bV582ZX6+d18jLTTPdzts7mHBvt+XIzUySfSzUtQ/Z59f6M1OSYXLMT30+i4Xb/VLej5uy3do7YtwNZPWXn4KRHss/bPQfau//B+BlcrNopM1shG0uV/drjohmDgTHonwB4n2bPKnNycugvf/kLxZuvvvpKhJQbkZGRIV5AH04ixglIOFxLC2/n/c05NtrzbSuvEclVOCRVC29nmS+zMmSf5/0KKzbvpsFd2+iGrtm5Zie+n0TD7f7J7chqO2subrQD2XVwRl+zOrATLft8SnKSrXOgvfsfjJ/BxaqdamFiK7aVV9PQbgW6Iei8nffrjbnRjMHAGPRP71JaWko7dugvzbBDQUEBFRUVOV4u8ICj/eqrr4oM4WlpaeJvM8466yxLZVZUVEQ8jWYJMXacW7duLRoS3637+eef6Z///KfYP3v2bJFw7fDDD6fq6mr6xz/+QQsXLqR33nnH6mUADSx/wVk+OQGJesDlwY4TjGlleqweG+355i//SWQ75kRMi3UyHKvlhPTK4MQrnHX8jldXNfk8l3vPW2vD2+Ys3iiyjicnJTXJtmrnmp34fkBs4XbE7ekWC+2subjRDmTXwVl7zerQoWWWYX/j7UrWXzvnQHsHwLtYtVMdW2Ub2opBXQuoY+tsIe2lzR7OZdQ3NIrjeMzlLOMMH6e858Up6jJhO0BQnOwePXpSVdVex8vOysqmtWvXwNn2EUmhUEhIGMpITk6mrVu3Cmkt/tuwwKQkamgwXy+rsGjRIjrhhBOabB89ejTNmzePxowZQz/++KM4jmGN7ieeeEI439nZ2SJkffLkybplGMHJIvLz80WYjVqLO4g0R/uZ10Zx2BbfUXbiWFndtGVEaPZmplLrnHSqbwyJxEu8VoyfovG18CRfrwzWzVZ/np/8sVOidyyjVwcjfW49LWEzfW4r5WJCEZ/+qW1nSjtxElk/kbUHK+2FM39z31DOwf1DLY0j08DmjMKc7Ij7Fp+Dn17xxNrJc4DgkEjjp9+xOt6Y2Smlb++traeC3AyqrG0Qx3F5uRmpQhu7vIo1sVMpLSWZfqusodzMNMpISRbn5b+z0lLEZ9jOKDraXF7efh3tiur6Zs8lMKY2r39yAuGBAwfSKbfOpdZFB/Ie2eW30nX07oyxtGzZMhowYAAlKsr3e/S42ymvQxfHyi3f8iMtnTMl4b/fwD7Rbmxs1P3bDpwx3MzPZ2dbzY033iheQE60+rY8OFkdoKI5NtoyeIKunqTLtH61ZeTvL8Pq+fQcF+33xiFwV53QlcbN+4L21u67iXRKz0K67YxedOvLq3S/40MLc6XlQjM0fmjbWSww6yey9mClvdgtw4qeuBP1BAC4SzT90shOGdmHWSNLKCUluUn5HAo++YzD6a631tDCtdubnLd7e33Hr10z79fA9gCvw062kzcyQAIlQ+OwbeBdgqLnzAOpTOvXje+N37PuNmt/KnTvkCcmIdDXBtEiaw/8FEnWXuyWwX1HpifuRD0BAO7ixHjDfdvIPizesINueqFp+XzstAXfUq+D8pt9XqtgTAUABNrRbtmyJR133HF022230fvvv09VVc46PMAeQdFz5nBVmY6vW98b14O1P2OtxQ2Cj6w9cKimrL3YLUPWt/jzTtQTAOAuTow33LfNtbN3GNoO9TgZ7XmtgjEVABBoR/u9996j0047jZYuXUpnn302tWrVioYMGUK33norvfvuu87XEkRFUPScrWn9Ong+SXlq7c9YaXGD4CNrD1Y0su2WIetb/Hkn6gkAcBcnxhuzvm1VO7s557UKxlQAQKAdbXaqb7nlFpHte/fu3fTBBx9Q165dRbIydsBBfAmKnrMVrV9HzycpT639GSstbhB8ZO3Bin613TJkfYs/70Q9AQDu4sR4Y9a3rWpnN+e8VsGYCgAItKPNrF+/XmQAv/jii+ncc8+l1157jc444wy67777nK0haLY+ph5+0qjk7MacfEUPRcfXre+NE72w9qcC/21UNyN9bSvHguAjaw+cAV3WXuyWIetb/Hkn6gkAcBcnxhvu20b2QdHO1mOIZpyM9rxWwZgKAAi0o33wwQfTMcccQ2+99Zb4/8033xTC7PPnz6drr73W+VqCZuljagciv2lUcuZQzi6uHfC1Wr+x/t54UnH1id2E9qfCui3lIjuzle84KL8HcAZZe+Bs6LL2YrcM7jszDfqWoifuRD0BAO7ixHjDfdvIPgzpuq8cbfki6/iZh9PqX8qafV6rYEwFAAROR1tNv379aO3atULHjSW6+MXh5Kxt7XUSSQfUCb1rrUZu62xjXWtFb1e73S4/79orzq9cB4e1Hdwq21TDWqurGY3epp4ucGZqsqk2tlv640HHK/3TCW1oqzrZRu3BSh2UvqHoYCt9Q08nm/tkrkYnW6aRbaWeaNeJg1f6ZyITrT52VS0fly40sNkOtMxJo5z0SA3s9JRk2rW3VtiY2oZGKtu/Xehc19RT2d599iMnPYXKq2spOz2NMtJSRHmKfcpQlaFoZcfaHsD2RAIdbW+A7xc0S0dbzVdffSXWZn/00Uf04YcfivXaq1evFg74CSecQDNmzGhOscBh7Opda3U0s9NTaM6YI+mRhd/Rx6qMpL/v3Y5uGt7TVO+6ubAjcPNLkTJaRhrWenrXfId7+ojeNHXBanpvzTap3qaZNqdWGzse+uMg9ljRl3ZC49WOzrYVjXnZfqs6tLJ2i3YNgHf1sTep7BmP4Q+O6k9zP9kYYRcUDexpr6+O0MBmezFmcDFd89wKMabycZcMKaYkqqN/LP4hoox4aFjD9gAAArtGmyW+zjrrLOFkT5w4kf7whz/QF198QXfeeaezNQRxQU9Hk3WkH9I42cy5AzvFRO/aSCvTSMNaT++apT64bj06RN7dhd41iFY/VtGXlmG3HVn5vExjnp9ky/ajrQPgH5pjV7R2gsdGrZNtpoHN9oKPV8ZUPm7u4o20payqSRmwHQAA4JCj/dJLL9E111xDffr0oXbt2tEVV1xBFRUVdO+994qQCeB/9HQ0jbSjC/MyYqJ3baSVaaZhrdW7jkbbE9qcwEw/VtGXlmG3HVn5vEwHm8PFZfvR1gHwD82xK1o7YTZ2Go2T2jGVb7QbLaOB7QAAAAdCxy+//HI67rjj6C9/+QsNGzaMSkpKmlMM8DB6OppG+pgV1fvCtJ3WtDTSymyOjqcVbU9ocwKp/rRkvxPtyMrnpTruMg16lzXqAQD2aI5d4TXUTmhga7eblQPbAQAANh3tbdsOrHU1g8PI2SnnMHPgL/R0NI30MXMzU2KiaWmkldkcHU8r2p7Q5gRS/WnJfifakZXPZzSYT5hbyDToXdaoBwDYozl2hZOlOaGBrd1uVg5sBwAAOLBG2wozZ86k3377LZanADFCT0eT9TE5GYqWbeU1MdG7NtLKNNOw1updR6PtCW1OYKYfq+hLy7Dbjqx8XqaD3SIzVbofbR0A/9Acu6K1E0ZjuNk4qR1Th3ZtY5irArYDAABcdLSboRwGPIKejibrSLOe9NCukYP9i8s2x0Tv2kgr00jDWk/vmo/hY/kzaqB3DaLVj1X0pWXYbUdWPi/TmGcJL9l+tHUA/ENz7IrWTvDYOHZwcRO7YKSBzcfx8cqYyseNHVJMHfKzmpQB2wEAAA7paFulRYsW9PXXX9MhhxxCXgE6oNERoeWbmUqtcw7oaGu1d61o8jqplam3nYHetX/xSv/Utnt+kt1cHe3mtiMrn5f1OUVHW9nfQqOjjbYO/Ng/E5nm9Fm1neBw8tz9+th7qvZpYGt1tFlfu0VWqghXr67bp7/Nmtp8XFlVLeVmpu3T2FbZFtiO+AMdbW+A7xfYXqMNEofM1GRKS+FXEqWlJou1WYX7n6hpyUlPoaraBnF8emqyeN/EaclKFYN5tE4LI+4IJck1NI22Qe8aWIXbZ3PaaDTtyGq/0LZ7K31OQe1Um2F2DgCAd7A6PikOeUVNHbXMTqfU5KT9Y3kytcg4cMNNOS4pKYk480P7vEzq3j49vI/tC9uH5OQkapmdRp0LcsLnaLffl1PK+GFHpXDkC3IwhgIAAANHG5jeBdfqdnJ4GIevaR1to2OnjehNU177lhau3d4kDLeoTY6jdQDAL5TurGyi163uF1bavd2+gb4FQDBR+vayTbvowVH96e6310XYGiXMmx1oIxvA991utGAfYEcAACBOa7SBf+E71NrBU9HJvPnFb8R+K8feOn8l9Toov4le5y3zVxomVGlOHQDwC9zutU62ul/oTVy17d5u30DfAiCYqPv2uCHFNPeTjU1sDffzReu3000vGNsA3i+zD7AjAAAQR0d76NChlJWFO5p+hMPAtIOnehDl/VaOZeehf6eWuts5bNapOgDgF7jdaye+6n7Bayll7d5u30DfAiCYqPs2j71GtqawRQZ9vMHYBvB+mX2AHQEAAIdCxznJglWUJAxvvPGG5c8Ab1FeXWe6nxOgWD22pl5f85fXpjpVBwD8gqzdy9o175dlsJSVgb4FQDBR922jsVe2T7ZfsQ+wIwAA4JCj3bJlS5EswwxOYM7HNDQ0WC0WeBTONmoGZxm1eiwnUNM/R6pjdQDAL8jafQsH2r3sGPQtAIKJum8bjb2yfbL9in2AHQEAAIcc7Q8++MDqoSAAsFQHJzTh8C8tvF2R0pIdywmeVmzerbudJZOcqgMAfoHbPbd/DhPXwttZostKu7fTN9C3AAgm6r7NYy9rX+uFj2/bU2NqA3i/Hmr7ADsCAAAOrdEeNmyY5RfwPyzNwVlDebBUo2QrVUt3mB07Y2QJrfmlLGK7kl1ZJp8UTR0A8Avc7rn9cz/Q6xecqVfW7u32DfQtAIKJum/PWbyRxg4uFs62Gt53wmFtTW3A8Ye1ldoH2BEAAIihvNfevXuptLSUamsjE1706dPHTrGgGSg6lrxmyikdS57w33Ne3yZav6yt/f22iohz8bEPjeov6sDrsjhkjO9mcx1mntPnQBmZqeKJnlWNYrNyAfByfzPTyWYJr3vP72fYL6y0e7t9A30LAH+OzVa0s6eefThV1zdSRXU9TT+7N9U1hGhvbX2Tfm5mA6zYB9gRAABw2NHevn07jR07lt58803d/Vij7S6x0rHUK3dotwK66oSuNG7eF7S3tqHJufQGV3YerDrWeihP8ADwS3+T6WRb6RdW2r3dvoG+BUDscFNjWu9c/CSbn2hfPOdzOqJzK93zmtkAq/YBdgQAAByU97ruuuto9+7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      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 类别散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sns.load_dataset(\"tips\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x=\"day\", y=\"total_bill\", data=data, hue=\"time\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x=\"day\", y=\"total_bill\", data=data, hue=\"time\", jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"day\", y=\"total_bill\", data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 类别内数据分布\n",
    "## 箱型图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"day\", y=\"total_bill\", data=data, hue=\"time\", palette=[\"g\", \"r\"], saturation=0.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制提琴图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"day\", y=\"total_bill\", data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 类别内的估计统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"day\", y=\"total_bill\", data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x=\"day\", y=\"total_bill\", data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.7"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
